Scaling Pandas: Dask vs Ray vs Modin vs Vaex vs RAPIDS
Scaling Pandas: Comparing Dask, Ray, Modin, Vaex, and RAPIDSHow can you process more data quicker? Python and its most popular data wrangling library, Pandas, are soaring in popularity. Compared to competitors like Java, Python and Pandas make data exploration and transformation simple. But both Python and Pandas are known to have issues around scalability and efficiency. Python loses some efficie
Scale your pandas workflow by changing a single line of code — Modin 0.29.0+29.g06699a8.dirty documentation
To use Modin, replace the pandas import: Scale your pandas workflow by changing a single line of code# Modin uses Ray, Dask or Unidist to provide an effortless way to speed up your pandas notebooks, scripts, and libraries. Unlike other distributed DataFrame libraries, Modin provides seamless integration and compatibility with existing pandas code. Even using the DataFrame constructor is identical.
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