Data Science

OpenRefine – desktop program for data cleanup and transformation

OpenRefine is a powerful tool for working with messy data: cleaning it; transforming it from one format into another; and extending it with web services and external data.

It has similarities with spreadsheet applications, and can handle spreadsheet file formats such as CSV, but it’s closer to acting like a database. Unlike spreadsheets, OpenRefine doesn’t store formulas and display the output of those calculations; it only shows the value inside each cell. It doesn’t support cell colors or text formatting.

OpenRefine lets users clean, correct, codify, and extend data. Without ever needing to type inside a single cell, users can automatically fix typos, convert things to the right format, and add structured categories from trusted sources.

This is free and open source software.

Features include:

  • Faceting – drill through large datasets using facets and apply operations on filtered views of your dataset.
  • Clustering – use a variety of comparison methods to find text entries that are similar but not exact, then shares those results with you so that you can merge the cells that should match.
  • Transformation of data – convert values to other formats, normalizing and denormalizing.
  • Reconciliation – matches your dataset with that of an external source.
  • Infinite undo/redo – go back to any previous state of your dataset and replay your operation history.
  • Privacy – data is cleaned locally. It doesn’t require internet access to run its basic functions.
  • Export – CSV, Excel, Google spreadsheet, HTML table, and TSV.
  • Import – CSV, Google spreadsheet, JSON, RDF triples, TSV, and XML.
  • Cross-platform support – runs under Linux, macOS, and Windows.

Website: openrefine.org
Support: GitHub Code Repository
Developer: Community
License: BSD 3-Clause “New” or “Revised” License

OpenRefine

OpenRefine is written in Java. Learn Java with our recommended free books and free tutorials.


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