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jnpatel
on May 18, 2017
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Transform Data by Example [video]
DataWrangler [0] (now productionized as Trifacta Wrangler [1]) does pretty much that. It gives you suggested lists of transformations such as "Cut from position 18-25 as the Year column", that you can chain together as your data cleaning pipeline.
[0]:
http://vis.stanford.edu/wrangler/
[1]:
https://www.trifacta.com/products/wrangler/
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[0]: http://vis.stanford.edu/wrangler/
[1]: https://www.trifacta.com/products/wrangler/