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I am looking for an interactive exploratory tool to embed in a commercial application. I am looking for a commercial-friendly licensed open source alternative to the wonderful Tableau system
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Take a look at Pentaho. It's built from open source parts so you should be able to reuse parts of that. There's also R, though that is really more of a statistical programming framework than an ready-to-use exploratory tool.
If you're looking for something that's as easy to use as Tableau though, I'm afraid you won't find any open source solutions.
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You can build interactive exploratory visualizations in the browser with D3.
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