For any following pairwise_distance-OMG-parallelism-is-tough-in-Python thing, @dimpase solved it — so grateful! 
https://github.com/oliviaguest/pairwise_distance/issues/2 …
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this still has to cope with like 50 million data points though
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OK boss, tunnelled in — will try it out now.

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OK so with k=20 (I have 32 cores) it's way way slower! Wow. Never expected that.
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so weird! cc
@usethespacebar
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