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Prep Buddy

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Data Preparation Library for Spark

A Scala / Java / Python library for cleaning, transforming and executing other preparation tasks for large datasets on Apache Spark.

It is currently maintained by a team of developers from ThoughtWorks.

Post questions and comments to the Google group, or email them directly to data-commons-toolchain@googlegroups.com

Docs are available at http://data-commons.github.io/prep-buddy Or check out the [Javadocs] (http://data-commons.github.io/prep-buddy/javadocs) or Python doc (coming soon!).

Our aim is to provide a set of algorithms for cleaning and transforming very large data sets, inspired by predecessors such as Open Refine, Pandas and Scikit-learn packages.

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Usage - Coming Soon!

This library is currently built for Spark 1.6.0, but is also compatible with 1.4.1.

Dependencies

The library depends on a few other Java libraries.

  • Apache Commons Math for general math and statistics functionality.
  • Apache Spark for all the distributed computation capabilities.

Download

  • Latest Stable 0.5. Coming soon!

Documentation Wiki

Contributing

  • Coming Soon!

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A Scala / Java / Python library for cleansing, transforming and preparing large datasets for ML operations on Apache Spark.

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  • Java 82.1%
  • Python 17.9%