zhangliye / TabularBench

Benchmark the tabular-data packages in Julia, Python and R.

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TabularBench

Benchmark the tabular-data packages in Julia, Python and R.

  1. Aims
  • Help the users to select proper package for data processing;
  • Help the package developers to evaluate the performance of the packages.
  1. In memeory processing
DataFrames.jl Pandas data.frame
Julia X
Python X
R X
  1. Distributing processing
JuliaDB.jl Dask
Julia X
Python X
R
  1. Benchmarks
  • Read and write
  • Query
  • Modification
  • Statistics

About

Benchmark the tabular-data packages in Julia, Python and R.