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The Side function behave strangely on two dimensions #59

@irevoire

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@irevoire

I wrote a visualizer of every iteration of two_means + the final repartition between the left children and right children on a split node.

At the very end of the split node function, we found two pretty good centroids:
image

But the final result we chose is this one:
image

The more dimensions we add, the less the issue shows.

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