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Take the default duplication down to 25
At some point the duplication was bumped to 100. This takes forever to complete with 4x4gb executors, which isn't a useful experience for users. With duplication at 25 the spark job takes about 5 minutes to complete which is plenty of time for the user to poke around.
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